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opcache_manager.hpp
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191 lines (164 loc) · 5.72 KB
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#ifndef CACHE_MANAGER_HPP
#define CACHE_MANAGER_HPP
#include <functional>
#include <memory>
#include <unordered_map>
#include <vector>
#include "../tensor.hpp"
#include "../utils.hpp"
#include "infinicore_infer.h"
class IDescriptorDestroyer {
public:
virtual ~IDescriptorDestroyer() = default;
virtual void destroy(void *descriptor) = 0;
};
template <typename DescriptorType>
class DescriptorDestroyer : public IDescriptorDestroyer {
using DestroyFunc = infiniStatus_t (*)(DescriptorType);
DestroyFunc destroyFunc;
public:
DescriptorDestroyer(DestroyFunc func) : destroyFunc(func) {}
void destroy(void *descriptor) override {
destroyFunc(*static_cast<DescriptorType *>(descriptor));
}
};
template <typename DescriptorType>
class LRUDescriptorCache {
private:
struct CacheNode {
size_t key;
DescriptorType desc;
CacheNode *prev;
CacheNode *next;
CacheNode() : key(0), desc(), prev(nullptr), next(nullptr) {}
CacheNode(size_t k, const DescriptorType &d) : key(k), desc(d), prev(nullptr), next(nullptr) {}
};
std::unordered_map<size_t, CacheNode *> cache;
CacheNode *head;
CacheNode *tail;
const size_t capacity;
size_t size;
std::unique_ptr<IDescriptorDestroyer> destroyer;
void removeNode(CacheNode *node) {
node->prev->next = node->next;
node->next->prev = node->prev;
if (destroyer) {
destroyer->destroy(&node->desc);
}
cache.erase(node->key);
delete node;
--size;
}
void addToTop(CacheNode *node) {
node->next = head->next;
node->next->prev = node;
node->prev = head;
head->next = node;
cache[node->key] = node;
if (++size > capacity) {
removeNode(tail->prev);
}
}
void moveToTop(CacheNode *node) {
node->prev->next = node->next;
node->next->prev = node->prev;
node->next = head->next;
node->next->prev = node;
node->prev = head;
head->next = node;
}
public:
template <typename DestroyFunc>
LRUDescriptorCache(size_t c, DestroyFunc destroyFunc)
: capacity(c), size(0), destroyer(std::make_unique<DescriptorDestroyer<DescriptorType>>(destroyFunc)) {
head = new CacheNode();
tail = new CacheNode();
head->next = tail;
tail->prev = head;
}
~LRUDescriptorCache() {
while (head->next != tail) {
removeNode(head->next);
}
delete head;
delete tail;
}
bool get(size_t key, DescriptorType &out_desc) {
auto it = cache.find(key);
if (it == cache.end()) {
return false;
}
CacheNode *node = it->second;
moveToTop(node);
out_desc = node->desc;
return true;
}
void put(size_t key, const DescriptorType &descriptor) {
auto it = cache.find(key);
if (it != cache.end()) {
// Key already exists, update the descriptor
CacheNode *node = it->second;
if (destroyer) {
destroyer->destroy(&node->desc);
}
node->desc = descriptor;
moveToTop(node);
return;
}
// Check if we need to evict
if (size >= capacity) {
removeNode(tail->prev);
}
// Create new node and add to top
CacheNode *node = new CacheNode(key, descriptor);
addToTop(node);
}
LRUDescriptorCache(const LRUDescriptorCache &) = delete;
LRUDescriptorCache &operator=(const LRUDescriptorCache &) = delete;
};
// Helper macro to generate the destroy function name
#define DESTROY_FUNC(OpType) infiniopDestroy##OpType##Descriptor
// Declare cache and access functions
#define DECLARE_OP_CACHE(OpType) \
LRUDescriptorCache<infiniop##OpType##Descriptor_t> OpType##_cache; \
bool get##OpType##Descriptor(size_t key, infiniop##OpType##Descriptor_t &desc) { \
return OpType##_cache.get(key, desc); \
} \
void put##OpType##Descriptor(size_t key, const infiniop##OpType##Descriptor_t &desc) { \
OpType##_cache.put(key, desc); \
}
class CacheManager {
public:
DECLARE_OP_CACHE(Add)
DECLARE_OP_CACHE(RMSNorm)
DECLARE_OP_CACHE(Gemm)
DECLARE_OP_CACHE(RoPE)
DECLARE_OP_CACHE(Rearrange)
DECLARE_OP_CACHE(CausalSoftmax)
DECLARE_OP_CACHE(LogSoftmax)
DECLARE_OP_CACHE(Topkrouter)
DECLARE_OP_CACHE(SwiGLU)
DECLARE_OP_CACHE(RandomSample)
DECLARE_OP_CACHE(Dequantize)
CacheManager(size_t capacity = 100)
: Add_cache(capacity, DESTROY_FUNC(Add)),
RMSNorm_cache(capacity, DESTROY_FUNC(RMSNorm)),
Gemm_cache(capacity, DESTROY_FUNC(Gemm)),
RoPE_cache(capacity, DESTROY_FUNC(RoPE)),
Rearrange_cache(capacity, DESTROY_FUNC(Rearrange)),
CausalSoftmax_cache(capacity, DESTROY_FUNC(CausalSoftmax)),
LogSoftmax_cache(capacity, DESTROY_FUNC(LogSoftmax)),
Topkrouter_cache(capacity, DESTROY_FUNC(Topkrouter)),
SwiGLU_cache(capacity, DESTROY_FUNC(SwiGLU)),
RandomSample_cache(capacity, DESTROY_FUNC(RandomSample)),
Dequantize_cache(capacity, DESTROY_FUNC(Dequantize)) {}
template <typename... Tensors>
static size_t createDescriptorKey(Tensors... tensors) {
size_t seed = 0;
(..., (tensors ? hash_combine(seed, tensors->seed()) : (void)0));
return seed;
}
};
#undef DESTROY_FUNC
#undef DECLARE_OP_CACHE
#endif // CACHE_MANAGER_HPP